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基于反射峰面积的水体叶绿素遥感反演模拟研究 总被引:1,自引:0,他引:1
叶绿素浓度是水体富营养化状态的重要指标,也是水色遥感反演的水质参数之一。水体中叶绿素浓度的遥感反演主要是建立实测光谱和实测水质参数二者之间的关系模型,利用遥感影像进行叶绿素浓度的信息提取。传统的叶绿素浓度遥感反演受区域性和季节性的影响,反演精度不高,而且反演模型不具普适性,需对叶绿素光谱特征进行分析,建立高精度的反演模型。本文采用Hydrolight数据模拟了不同叶绿素浓度(1~200 µg·L-1)的水体在可见光近红外的反射波谱曲线,通过分析叶绿素的光谱特征选取了特征波段或波段组合,并建立了叶绿素浓度反演模型。研究表明,除反射峰波长模型外,反射峰面积模型、三波段模型、红光线高度模型等均能较好地反演叶绿素浓度。在不同叶绿素反演模型中,除红光线模型外,最优的是反射峰面积模型,其决定系数为0.9689,反演误差为25.25 µg·L-1;其次是三波段模型,其决定系数为0.9637,反演误差为10.66 µg·L-1。究其原因,三波段模型考虑了水体中非色素悬浮物、黄色物质及水体后向散射对叶绿素浓度反演造成的影响;反射峰面积模型除此之外还综合考虑了叶绿素散射效率的影响。 相似文献
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为利用遥感技术快速、及时的掌握厦门近岸海域水体中悬浮颗粒物的总体分布情况,现场测量了厦门海域水体的下行入射辐射、天空光以及经过水气界面后反射回的辐射,计算了该海域水体表面的离水辐射获得了水体表面以上遥感反射率;同时采集了与光谱信息同步的水体样品,并分析了水体中的悬浮颗粒物质量浓度,获取了对应站位的水体反射波谱曲线和采集样品的浓度数据.通过研究不同站位水体的反射光谱数据,依据GF-WFV波段设置,对现场实测的光谱数据进行了拟合,并创建了基于GF-WFV拟合波段的悬浮颗粒物浓度经验反演算法.通过研究发现拟合(Rrs3+Rrs4)/Rrs2(其中Rrs1、Rrs2、Rrs3、Rrs4分别是GF-WFV第1、2、3、4波段的遥感反射率)同实测水体悬浮颗粒物质量浓度之间的决定系数为0.655,依据研究得出的反演算法反演该海域水体悬浮颗粒物质量浓度,其均方根误差为11.03 mg/dm3,相对误差为8.40 mg/dm3.利用同步的GF-WFV遥感数据对厦门近岸水体中总悬浮颗粒物质量浓度进行了研究,获取了研究区水体悬浮颗粒物的空间分布情况,结果表明GF-WFV遥感数据能很好的反映厦门近岸水体悬浮颗粒物浓度分布状况. 相似文献
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MODIS影像雪深遥感反演特征参数选择与模型研究 总被引:2,自引:2,他引:0
在综合分析已有研究成果的基础上,选择MODIS遥感影像,借助灰色系统理论,结合观测站实测雪深数据,选择雪深反演特征参数,构建反演模型,并定义多元回归模型的综合评价系数,进而从构建的多个回归模型中,选择出雪深反演最优模型。 相似文献
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Assessment and analysis of ecosystem services value along the Yangtze River under the background of the Yangtze River protection strategy 总被引:1,自引:1,他引:0
The Yangtze River is the third largest river in the world and the longest and largest river in China.China has adopted a national strategy to protect the Yangtze River.A better understanding of the ecosystem services value along the Yangtze River would provide support for the Yangtze River protection strategy.Using Costanza’s method to estimate the ecosystem services value,the value of 10 ecosystem services was estimated within 1 km and 2 km from the Yangtze River in 2017.These 10 services were derived from the four established groupings of provisioning,regulating,supporting,and cultural services.This study compared and analyzed the changes in the ecosystem services value in the upper,middle,and lower reaches of the river,and in provinces,cities,and villages along the Yangtze River.The total ecosystem services value within 1 km and 2 km from the river was 37.208 and 43.769 billion yuan,respectively.Within 1 km,the ecosystem services value in the middle reaches was 12.93 billion yuan,while the next highest value was in the upper reaches at 12.45 billion yuan,and the downstream area had the smallest value of 11.855 billion yuan.Within 2 km,the value of upstream ecosystem services was the highest at 16.31 billion yuan,while the second highest value was in the middle reaches at 14.376 billion yuan,and the smallest value was in the downstream area at 13.083 billion yuan.In the Yangtze River Basin,regulating services played a leading role,accounting for 81.6%and 78.9%of the ecosystem services value within 1 km and 2 km from the river,respectively.Among the 10 ecosystem services,hydrological regulation was the most important,while the value of raw material production made the smallest contribution.Among the provinces and cities along the Yangtze River,the highest ecosystem services value was in Hubei Province,while the lowest values were in Shanghai and the Qinghai-Tibet Plateau.If villages within 1 km and 2 km from the river were to be relocated,the total regional ecological value would increase by 527 and 975 million yuan,respectively. 相似文献
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辐射定标是地表温度反演的关键环节。在实际应用中,定标参数的选取直接影响辐射定标结果。由于卫星在轨定标系统的灵敏度会随时间发生改变,这使得实际的辐射定标存在不确定性。本文基于单波段热红外辐射传输方程给出了辐射定标影响地表温度反演的敏感性分析模型,并重点对HJ-1B热红外波段的辐射定标问题及其对地表温度反演的影响进行讨论和分析。敏感性分析模型显示,在一般的情形下,辐射定标偏差与地表温度反演误差的比值在数值上约为1∶11,即0.1个单位(W·m–2·sr–1·μm–1)的辐射定标偏差可能引起1.1 K左右的温度反演误差。由于对HJ-1B热红外波段定标参数的更新存在滞后,即使仅考虑相邻年份间的定标偏差,相应的地表温度平均绝对误差也在1.0—2.0 K左右。在更严重的情形下,因辐射定标偏差引起的地表温度误差甚至高达5.0 K以上。同时,分析结果也表明对HJ-1B的存档影像,无论使用其头文件中的定标参数还是当年公布的定标参数,定标后辐射亮度值的偏差均存在一定的不稳定性。针对当前在HJ-1B定标参数更新方面的不足,本文假定传感器辐射性能变化是匀速稳定的,相应地提出了线性内插修正法和线性外推法两个定标参数估计/修正方案。通过线性内插的方法进行辐射定标修正后,在一定程度上减小了误差的不稳定性,与MODIS B31波段的亮温相比,偏差在1.0 K以内(约为0.5 K)。当定标参数尚未公布时,由线性外推法修正后的辐射定标结果所得亮温的偏差约为1.0 K。与在大亚湾核电站附近海域进行的一次卫星同步观测(2011年12月18日)相比,经两个方案修正后的海表温度偏差分别约为0.2 K和0.7 K。案例分析的结果表明,在现阶段,线性内插修正法和线性外推法是简单有效的,可供用户在实际应用中参考和使用。 相似文献
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The extraction of points on the bare earth from point clouds acquired by airborne laser scanning is one of the most important
steps for the generation of digital terrain models (DTM). This process is called “filtering”. However, most of the current
filters erode the bare earth in steep sloped landscapes and at discontinuities, and they retain low vegetation. Therefore,
a new filtering method for extracting ground points based on a distance limit is proposed in this paper. The angle criterion
is used to assure the robustness of the algorithm. The experimental results show that the proposed filtering method can effectively
derive the ground points from point clouds in complex urban areas.
Supported by the Program for Changjiang Scholars and Innovative Research Team in University (No.0438), the National 863 Program
of China (No. 2006AA12Z151). 相似文献
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在对太湖、巢湖等大型湖泊进行业务化蓝藻水华遥感监测工作中,常以250 m空间分辨率的MODIS数据为主,但其像元多为水体和水华的混合像元,若用常规方法进行水华面积提取,势必会严重影响水华监测的精度和实际应用效果。针对上述问题,基于混合像元分解原理,通过混合像元分解得到水华组分在混合像元中的丰度(百分比),实现亚像元级的水华面积提取。该方法可直接根据图像的DN值进行水华面积提取,无需对数据进行辐射校正和大气校正等预处理。与常规水华提取法相比,该方法的水华面积提取精度提高了近30%。 相似文献
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